{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "c2b8e4a7",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import nltk\n",
    "from nltk.tokenize import sent_tokenize\n",
    "from nltk.tokenize import word_tokenize\n",
    "import imageio\n",
    "from ipykernel import kernelapp as app\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "from wordcloud import WordCloud,STOPWORDS,ImageColorGenerator"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "44875fa0",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[nltk_data] Downloading package punkt to\n",
      "[nltk_data]     C:\\Users\\lwpwst\\AppData\\Roaming\\nltk_data...\n",
      "[nltk_data]   Package punkt is already up-to-date!\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nltk.download('punkt')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "dfbe69a0",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_csv(\"sms_spam.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "fe3a5b30",
   "metadata": {},
   "outputs": [],
   "source": [
    "ham = data.loc[data['type']=='ham']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "ba97bb55",
   "metadata": {},
   "outputs": [],
   "source": [
    "spam = data.loc[data['type']=='spam']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "2398b1cf",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\lwpwst\\AppData\\Local\\Temp\\ipykernel_7596\\2371118636.py:7: DeprecationWarning: Starting with ImageIO v3 the behavior of this function will switch to that of iio.v3.imread. To keep the current behavior (and make this warning disappear) use `import imageio.v2 as imageio` or call `imageio.v2.imread` directly.\n",
      "  maskImg = imageio.imread('云.jpeg')\n"
     ]
    }
   ],
   "source": [
    "ham_tags = []\n",
    "for x in ham[\"text\"]:\n",
    "    ham_tags+=word_tokenize(x)\n",
    "ham_text = \" \".join(ham_tags)\n",
    "maskImg = imageio.imread('云.jpeg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "5f3f830c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<wordcloud.wordcloud.WordCloud at 0x22d6944b390>"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wc = WordCloud(font_path=\"C:/Windows/Fonts/STFANGSO.TTF\",\n",
    "              background_color='white',max_words=100,mask=maskImg,\n",
    "              max_font_size=120,min_font_size=10,\n",
    "              random_state=42,width=1200,height=900)\n",
    "wc.generate(ham_text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "id": "03c9c878",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<wordcloud.wordcloud.WordCloud at 0x22d6944b390>"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image_colors = ImageColorGenerator(maskImg)\n",
    "plt.imshow(wc)\n",
    "plt.axis('off')\n",
    "plt.show()\n",
    "wc.to_file(\"ham.jpg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "id": "66549242",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\lwpwst\\AppData\\Local\\Temp\\ipykernel_7596\\3908271078.py:7: DeprecationWarning: Starting with ImageIO v3 the behavior of this function will switch to that of iio.v3.imread. To keep the current behavior (and make this warning disappear) use `import imageio.v2 as imageio` or call `imageio.v2.imread` directly.\n",
      "  maskImg = imageio.imread('云.jpeg')\n"
     ]
    }
   ],
   "source": [
    "spam_tags = []\n",
    "for x in spam[\"text\"]:\n",
    "    spam_tags+=word_tokenize(x)\n",
    "spam_text = \" \".join(spam_tags)\n",
    "maskImg = imageio.imread('云.jpeg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "id": "c2a98711",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<wordcloud.wordcloud.WordCloud at 0x22d6a8b4450>"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wc = WordCloud(font_path=\"C:/Windows/Fonts/STFANGSO.TTF\",\n",
    "              background_color='white',max_words=100,mask=maskImg,\n",
    "              max_font_size=120,min_font_size=10,\n",
    "              random_state=42,width=1200,height=900)\n",
    "wc.generate(spam_text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "id": "bd65ebf5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<wordcloud.wordcloud.WordCloud at 0x22d6a8b4450>"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image_colors = ImageColorGenerator(maskImg)\n",
    "plt.imshow(wc)\n",
    "plt.axis('off')\n",
    "plt.show()\n",
    "wc.to_file(\"spam.jpg\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
